Probabilistic graphical models for genetic association studies.
Raphaël MouradChristine SinoquetPhilippe LerayPublished in: Briefings Bioinform. (2012)
Keyphrases
- probabilistic graphical models
- association studies
- haplotype inference
- graphical models
- genome wide
- entropy minimization
- markov networks
- first order logic
- linkage disequilibrium
- single nucleotide polymorphisms
- branch and bound algorithm
- human genome
- answer set programming
- exact inference
- multi population
- latent variables
- random variables
- high throughput
- approximate inference
- np hard problems
- probabilistic inference
- parameter learning
- belief propagation
- conditional random fields
- probabilistic model
- genetic algorithm
- belief networks
- conditional probabilities
- upper bound
- dynamic programming
- special case
- bayesian networks